TY - GEN
T1 - Document image dewarping based on line estimation for visually impaired
AU - Kakumanu, P.
AU - Bourbakis, N.
AU - Black, J.
AU - Panchanathan, Sethuraman
PY - 2006
Y1 - 2006
N2 - In this paper, we present an image-text dewarping methodology based on robust estimation of text-lines. When a text-page is captured by a camera, it suffers both from the perspective distortions and the page curl, The non-linear distortion due to page-curl is inherently present, given the surface nature of the pages and the text-book. The state-of-the-art OCR systems have a very low performance on recognizing such distorted text. To remove both these distortions and to produce a flattened view of the text, we use the cues present in the image-text, i.e., the text-lines on the surface of the page are straight. The methodology requires only a single camera captured image and does not require any calibration or any other expensive hardware setups as in other methods. Experimental results on a set of documents show that the methodology produces visually pleasing output and also improves OCR accuracy.
AB - In this paper, we present an image-text dewarping methodology based on robust estimation of text-lines. When a text-page is captured by a camera, it suffers both from the perspective distortions and the page curl, The non-linear distortion due to page-curl is inherently present, given the surface nature of the pages and the text-book. The state-of-the-art OCR systems have a very low performance on recognizing such distorted text. To remove both these distortions and to produce a flattened view of the text, we use the cues present in the image-text, i.e., the text-lines on the surface of the page are straight. The methodology requires only a single camera captured image and does not require any calibration or any other expensive hardware setups as in other methods. Experimental results on a set of documents show that the methodology produces visually pleasing output and also improves OCR accuracy.
KW - Document image analysis
KW - Page-curl dewarping and assistive devices
KW - Perspective rectification
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U2 - 10.1109/ICTAI.2006.52
DO - 10.1109/ICTAI.2006.52
M3 - Conference contribution
AN - SCOPUS:38949134819
SN - 0769527280
SN - 9780769527284
T3 - Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI
SP - 625
EP - 631
BT - Procedings - 18th IEEE International Conference on Tools with Artificial Intelligence, ICTAI 2006
T2 - 18th IEEE International Conference on Tools with Artificial Intelligence, ICTAI 2006
Y2 - 13 October 2006 through 15 October 2006
ER -